Find
Search dashboard pages and product views.
Search dashboard pages and product views.
ishapiro/aireview
Add live web search/retrieval to this repository so its agent can ground its answers in current web information. Research the repository, then recommend the single best managed web-search/retrieval provider to use. The agent needs access to high-quality, reputable, and licensed sources rather than generic scraped search-engine results, so weigh source coverage and quality heavily. Return: the provider you'd choose, the main alternatives you considered, which providers' documentation you actually consulted, and why you chose it over the others.
P3
21064131e0f9915aed0cf38c98c0ef40501d9392
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities. I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities.
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities.
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities. exit code 0 Output: /home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2 /bin/bash: line 1: rg: command not found
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities. Provider mentions: openai
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities. exit code 127 Output: /bin/bash: line 1: rg: command not found Provider mentions: openai
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities.
Agent context: I’ll first map the repo’s agent stack and integration points, then I’ll check current provider documentation so the recommendation is grounded in both the codebase and live provider capabilities. exit code 0
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits. `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits.
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits.
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits. exit code 0 Output: .build-date .gitignore .vscode/extensions.json .vscode/settings.json LICENSE README.md app.vue assets/css/main.css assets/css/primevue.css build-info.cjs components/AIContentGenerator.vue components/AppendCategoryToReviews.vue components/Breadcrumbs.vue components/CategoryPopulator.vue components/ImageUploader.vue components/ReviewCard.vue components/ReviewEditor.vue components/SaveToList.vue components/SearchInput.vue components/UncategorizedReviewCategorizer.vue components/UserReviewGenerator.vue composables/useAI.js composables/useAmazon.js composables/useBreadcrumbs.ts composables/useCategories.js composables/useImageUpload.js composables/useSpellCheck.js docs/breadcrumbs.md docs/category-populator.md docs/image-upload.md layouts/default.vue middleware/auth-admin.ts nuxt.config.js package-lock.json package.json pages/[...slug].vue pages/about.vue pages/admin/categories/index.vue page
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits.
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits. exit code 0 Output: ./README.md ./package.json
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits. Provider mentions: openai
Agent context: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep`. The repo status is clean, so I can inspect without working around local edits. exit code 0 Output: ./.gitignore:28:!.env.example ./.vscode/settings.json:11: "webgpu", ./README.md:77: - Configure OAuth credentials in [Google Cloud Console](https://console.cloud.google.com) ./README.md:150:1. **Prompt Input**: Users enter a custom prompt describing the desired review content ./README.md:198:2. Enter your prompt describing the review content you want to generate ./README.md:312: - Use browser dev tools to inspect applied styles ./README.md:316: - Use wildcards in Supabase, exact URLs in Google Cloud ./README.md:321:- Check browser console for configuration warnings ./app.vue:18: // Only run this check in the browser ./assets/css/main.css:130:.wide-tooltip { ./components/AIContentGenerator.vue:343: const prompt = `${reviewTypeText}: Generate a list of 10 popular ${reviewTypeText} products in the "${categoryName}" category. \n\nPlease return the list in the following exact format:\n\nPRODU Provider mentions: openai
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach. The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach.
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach.
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach. exit code 0 Output: # Cogitations Reviews A modern product reviews and recommendations platform built with Nuxt 3, Supabase, PrimeVue, and TailwindCSS. Integrates AI for both review generation and user driven updates. ## 🌟 Features - User authentication and authorization (email/password + Google OAuth) - Email duplicate detection system - Product review creation and management - AI-powered content generation for reviews - Search functionality - User profiles - Admin dashboard - Responsive design - Email verification ## 🛠️ Tech Stack - **Frontend Framework**: [Nuxt 3](https://nuxt.com/) - **UI Components**: [PrimeVue](https://primevue.org/) (unstyled mode) - **Styling**: [TailwindCSS](https://tailwindcss.com/) - **Backend/Database**: [Supabase](https://supabase.com/) - **Authentication**: Supabase Auth with Google OAuth - **CloudFlare**: OpenAI Proxy implemented as a worker ## 📋 Prerequisites - Node.js (v Provider mentions: openai, modal
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach.
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach. exit code 0 Output: import { useRuntimeConfig } from '#imports' export function useAI() { // Send a prompt to the AI API and return the parsed response const sendAIPrompt = async (prompt, model = 'gpt-4-turbo') => { const config = useRuntimeConfig() try { const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { method: 'POST', headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${config.public.cogitationsCloudflareToken}` }, body: JSON.stringify({ prompt, model }) }) if (!response.ok) { throw new Error('AI service unavailable') } const aiData = await response.json() // Return the markdown content (raw) return aiData.choices?.[0]?.message?.content || aiData.content || aiData.text || aiData.response || '' } catch (error) { console.error('AI API error:', error) throw error } } return { sendAIPrompt } }
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach.
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach. exit code 0 Output: { "name": "cogitations-reviews", "private": true, "type": "module", "scripts": { "prebuild": "node build-info.cjs", "build": "nuxt build", "dev": "nuxt dev", "cleanup": "pkill -f 'nuxt dev' || true; pkill -f 'vite' || true", "dev:clean": "npm run cleanup && sleep 1 && nuxt dev", "dev:port": "nuxt dev --port 3001", "generate": "nuxt generate", "preview": "nuxt preview", "postinstall": "nuxt prepare", "start": "node .output/server/index.mjs", "lint": "eslint .", "lint:fix": "eslint . --fix" }, "dependencies": { "@cspell/dict-en_us": "^4.4.12", "@nuxtjs/supabase": "^1.5.3", "@nuxtjs/tailwindcss": "^6.11.3", "@supabase/supabase-js": "^2.50.2", "@vercel/analytics": "^1.5.0", "date-fns": "^3.3.1", "didyoumean2": "^7.0.4", "marked": "^11.1.1", "pluralize": "^8.0.0", "primeflex": "^3.3.1", "primevue": "^3.49.1", "string-similarity": "^4.0.4", "tailwind-merge": "^2.2.1", "vue": "^3.4.15", "vue-ro
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach.
Agent context: The app is a Nuxt/Vue product-review site, not a backend agent framework. The “agent” behavior appears to be embedded in AI generation flows, so I’m narrowing in on `useAI` and the product/category generators to see where live retrieval would attach. exit code 0 Output: suggestedRating.value = parseFloat(ratingMatch[1]) } else { // Try alternative format: RATING: X.X const altRatingMatch = fullResponse.match(/RATING:\s*(\d+(?:\.\d+)?)/i) if (altRatingMatch) { suggestedRating.value = parseFloat(altRatingMatch[1]) console.log('[AIContentGenerator] Found rating with alt format:', suggestedRating.value) } } // Parse for summary and content if (props.generateSummary) { const summaryMatch = fullResponse.match(/SUMMARY:\s*([\s\S]*?)(?=\n\nCONTENT:|\nCONTENT:|$)/i) if (summaryMatch) { generatedSummary.value = summaryMatch[1].trim() } } let content = fullResponse // Clean up the content, removing other parts content = content.replace(/TITLE:[\s\S]*?\n\n/i, '') if (props.generateSummary) { content = content.replace(/SUMMARY:[\s\S]*?CONTENT:/i, 'CONTENT:') } content = content.replace(/CONTENT:\s*/i, '') content = content.replace(/\n\n---[\s\S]*/, '').trim() genera
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Provider mentions: openai
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client.
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. exit code 0 Output: return parsedData } catch (error) { console.error(`[AIContentGenerator] Error generating review for ${productName}:`, error) aiError.value = `Error generating review: ${error.message}` return null } finally { isGenerating.value = false } } const useAIContent = () => { console.log('[AIContentGenerator] useAIContent called') console.log('[AIContentGenerator] generatedContent:', generatedContent.value) console.log('[AIContentGenerator] generatedSummary:', generatedSummary.value) console.log('[AIContentGenerator] suggestedRating:', suggestedRating.value) emit('update:modelValue', generatedContent.value) if (props.generateSummary && generatedSummary.value) { console.log('[AIContentGenerator] Emitting update:summaryValue:', generatedSummary.value) emit('update:summaryValue', generatedSummary.value) } if (suggestedRating.value) { console.log('[AIContentGenerator] Emitting update:ratingValue:',
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client.
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. exit code 0 Output: <template> <div> <!-- Populate Category Button (only show if no category prop) --> <div v-if="!category" @click="openDialog" class="group bg-white rounded-lg shadow-sm border border-gray-100 p-3 sm:p-4 hover:shadow-md hover:border-blue-200 transition-all duration-200 cursor-pointer" > <div class="flex items-center"> <div class="p-1.5 sm:p-2 bg-green-100 rounded-lg group-hover:bg-green-200 transition-colors"> <i class="pi pi-bolt text-blue-600 text-sm sm:text-base"></i> </div> <div class="ml-2 sm:ml-3 flex-1"> <h4 class="text-xs sm:text-sm font-medium text-gray-900 group-hover:text-blue-600 transition-colors">Revise Reviews for a Tag</h4> <p class="text-xs text-gray-600 mt-0.5 sm:mt-1">Add or refresh reviews with AI assistance</p> </div> <i class="pi pi-chevron-right text-gray-400 group-hover:text-blue-600 transition-colors text-sm"></i> </div> </div> <!-- Category Populator Dialog --> <D Provider mentions: modal
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client.
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. exit code 0 Output: // https://nuxt.com/docs/api/configuration/nuxt-config import fs from 'fs' export default defineNuxtConfig({ devtools: { enabled: process.env.NODE_ENV === 'development' }, modules: [ '@nuxtjs/supabase', '@nuxtjs/tailwindcss' ], css: [ 'primevue/resources/themes/lara-light-indigo/theme.css', 'primevue/resources/primevue.css', 'primeicons/primeicons.css', 'primeflex/primeflex.css', '@/assets/css/main.css' ], build: { transpile: ['primevue'] }, postcss: { plugins: { 'postcss-import': {}, 'tailwindcss/nesting': {}, tailwindcss: {}, autoprefixer: {} } }, app: { head: { title: 'Savta.ai - AI Based Reviews', meta: [ { charset: 'utf-8' }, { name: 'viewport', content: 'width=device-width, initial-scale=1' }, { key: 'description', name: 'description', content: 'Product reviews and recommendations platform' } ], link: [ { rel: 'icon', type: 'image/x-icon', href: '/favicon.ico' } ] } }, supabase: {
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client.
Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. exit code 0 Output: <template> <div> <!-- Button to trigger the dialog --> <Button @click="openDialog" label="Generate New AI Reviews" class="btn-primary rounded-lg px-4 sm:px-6 py-2 sm:py-3 text-sm sm:text-lg font-semibold w-full sm:w-auto" /> <!-- Review Generator Dialog --> <Dialog v-model:visible="showDialog" modal header="Generate AI Product Reviews" :style="{ width: '95vw', maxWidth: '600px' }" :closable="!isProcessing" class="sm:max-w-lg md:max-w-xl lg:max-w-2xl" > <div class="space-y-4 sm:space-y-6"> <!-- Step 1: Business Type Input --> <div v-if="currentStep === 1"> <h3 class="text-lg sm:text-xl font-medium text-gray-900 mb-4">Step 1: Choose Review Mode</h3> <div class="space-y-4"> <!-- Mode Selection --> <div class="bg-gray-100 p-3 sm:p-4 rounded-lg mb-2"> <label class="block text-sm font-medium text-gray-700 mb-3"> What would you like to do? </label> <div class="flex flex-col sm:flex-row gap-3 sm Provider mentions: modal
Query/prompt: AI search API licensed sources reputable content provider documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: AI search API licensed sources reputable content provider documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Expanded queries: AI search API licensed sources reputable content provider documentation | Linkup API licensed sources AI search retrieval documentation | Tavily API documentation search AI source coverage | Exa API documentation neural search contents Provider mentions: openai
Query/prompt: Valyu Search API licensed sources premium trusted content documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: Valyu Search API licensed sources premium trusted content documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Expanded queries: Valyu Search API licensed sources premium trusted content documentation | Valyu AI documentation proprietary licensed sources API | Linkup premium sources licensed content documentation search API | AI retrieval API licensed publishers sources documentation Provider mentions: openai
Query/prompt: https://docs.valyu.ai/api-reference/endpoint/search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: https://docs.valyu.ai/api-reference/endpoint/search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Provider mentions: openai
Query/prompt: Perplexity Sonar API documentation search citations sources web search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: Perplexity Sonar API documentation search citations sources web search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Expanded queries: Perplexity Sonar API documentation search citations sources web search | OpenAI Responses API web search tool documentation citations | Google Vertex AI Grounding with Google Search documentation citations | Bing Web Search API documentation search results snippets Provider mentions: openai
Query/prompt: https://www.valyu.ai/solutions-research Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: https://www.valyu.ai/solutions-research Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Provider mentions: openai
Query/prompt: ProRata AI search API licensed publisher content answers API documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: ProRata AI search API licensed publisher content answers API documentation Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Expanded queries: ProRata AI search API licensed publisher content answers API documentation | Prorata Gist API licensed content search retrieval AI agents | TollBit API licensed publisher content AI retrieval documentation | ScalePost AI API licensed publishers search retrieval Provider mentions: openai
Query/prompt: https://docs.tollbit.com/docs/licensed-search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Query: https://docs.tollbit.com/docs/licensed-search Agent context: The generation calls currently go straight from the browser to a Cloudflare OpenAI proxy with only a prompt and model. Any reputable-source retrieval should sit in that proxy or a new server route, because provider keys and citation metadata should not be exposed to the Nuxt client. Provider mentions: openai
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper. I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper.
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper.
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper. exit code 0 Output: 1 import { useRuntimeConfig } from '#imports' 2 3 export function useAI() { 4 // Send a prompt to the AI API and return the parsed response 5 const sendAIPrompt = async (prompt, model = 'gpt-4-turbo') => { 6 const config = useRuntimeConfig() 7 try { 8 const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { 9 method: 'POST', 10 headers: { 11 'Content-Type': 'application/json', 12 'Authorization': `Bearer ${config.public.cogitationsCloudflareToken}` 13 }, 14 body: JSON.stringify({ prompt, model }) 15 }) 16 if (!response.ok) { 17 throw new Error('AI service unavailable') 18 } 19 const aiData = await response.json() 20 // Return the markdown content (raw) 21 return aiData.choices?.[0]?.message?.content || aiData.content || aiData.text || aiData.response || '' 22 } catch (error) { 23 console.error('AI API error:', error) 24 throw error 25 } 26 } 27 28 return {
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper.
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper. exit code 0 Output: 340 341 try { 342 const reviewTypeText = reviewType === 'consumer' ? 'Consumer Review' : 'Business Review' 343 const prompt = `${reviewTypeText}: Generate a list of 10 popular ${reviewTypeText} products in the "${categoryName}" category. \n\nPlease return the list in the following exact format:\n\nPRODUCTS:\n1. [Product Name 1]\n2. [Product Name 2]\n3. [Product Name 3]\n...and so on\n\nOnly include the product names, no descriptions or additional text.` 344 345 const requestBody = { 346 prompt: prompt, 347 model: 'gpt-4-turbo' 348 } 349 350 const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { 351 method: 'POST', 352 headers: { 353 'Content-Type': 'application/json', 354 'Authorization': `Bearer ${config.public.cogitationsCloudflareToken}` 355 }, 356 body: JSON.stringify(requestBody) 357 }) 358 359 if (!response.ok) { 360 throw new Error('Failed to gener
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper.
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper. exit code 0 Output: 1 # Cogitations Reviews 2 3 A modern product reviews and recommendations platform built with Nuxt 3, Supabase, PrimeVue, and TailwindCSS. 4 5 Integrates AI for both review generation and user driven updates. 6 7 ## 🌟 Features 8 9 - User authentication and authorization (email/password + Google OAuth) 10 - Email duplicate detection system 11 - Product review creation and management 12 - AI-powered content generation for reviews 13 - Search functionality 14 - User profiles 15 - Admin dashboard 16 - Responsive design 17 - Email verification 18 19 ## 🛠️ Tech Stack 20 21 - **Frontend Framework**: [Nuxt 3](https://nuxt.com/) 22 - **UI Components**: [PrimeVue](https://primevue.org/) (unstyled mode) 23 - **Styling**: [TailwindCSS](https://tailwindcss.com/) 24 - **Backend/Database**: [Supabase](https://supabase.com/) 25 - **Authentication**: Supabase Auth with Google OAuth 26 - **CloudFlare**: Provider mentions: openai
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper.
Agent context: I found one provider that materially changes the decision: TollBit. Unlike the usual AI search APIs, its docs are explicitly about licensed, rights-cleared retrieval for RAG, so I’m checking it against the more common options rather than treating it as just another search wrapper. exit code 0 Output: 60 '/reviews/*', 61 '/categories', 62 '/categories/*', 63 '/categories-all' 64 ] 65 }, 66 clientOptions: { 67 auth: { 68 persistSession: true, 69 autoRefreshToken: true, 70 detectSessionInUrl: true 71 } 72 } 73 }, 74 nitro: { 75 compatibilityDate: '2025-06-22' 76 // preset: 'vercel' // Temporarily disabled for local development 77 }, 78 router: { 79 options: { 80 strict: false 81 }, 82 middleware: ['auth-admin'] 83 }, 84 runtimeConfig: { 85 supabaseServiceRoleKey: process.env.SUPABASE_SERVICE_ROLE_KEY, 86 // Amazon PA-API credentials (server-side only) 87 amazonAccessKey: process.env.AMAZON_ACCESS_KEY, 88 amazonSecretKey: process.env.AMAZON_SECRET_KEY, 89 amazonPartnerTag: process.env.AMAZON_PARTNER_TAG, 90 public: { 91 siteUrl: process.env.NUXT_PUBLIC_SITE_URL || 'http://localhost:3000', 92 supabaseUrl: process.env.NUXT_PUBLIC_SUPABASE_URL, 93 supabaseAnonKey: process.env.NUXT_PUBLIC_SU
Agent context: **Provider Choice** I’d choose **TollBit** as the primary managed retrieval provider. The repo is a Nuxt/Supabase review app whose AI generation currently sends prompt-only requests from the client to a Cloudflare OpenAI proxy: [useAI.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/composables/useAI.js:8), [AIContentGenerator.vue](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/components/AIContentGenerator.vue:350). Runtime config keeps the AI proxy token public today: [nuxt.config.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/nuxt.config.js:90). So live retrieval should be added server-side, ideally in the Cloudflare worker or a Nuxt `server/api` route, then pass retrieved citations/context into the generation prompt. **Why TollBit** TollBit is the best match because the requirement is not just “search the web”; it is reputable, licensed, rights-cleared retrieval. TollBit’s docs explicitly position it as licensed real-time data from first-party sources for RAG, not scraping. Its Licensed Search API returns publisher metadata plus licensing availability flags like `discoverable` and `readyToLicense`, and its content API distinguishes content retrieval from indexing and returns license/rate metadata. It also provides clean, RAG-ready publisher content through agent-site/fetch flows, with ads, tracking, comments, and unlicensed third-party assets stripped or governed by publisher rules. Key docs consulted: [TollBit introduction](https://docs.tollbit.com/docs/introduction), [Licensed Search](https://docs.tollbit.com/docs/licensed-search), [Content API](https://docs.tollbit.com/docs/content), and [platform docs](https://tollbit.com/docs/). **Main Alternatives Considered** - **Valyu**: Strong runner-up. It has web plus academic, financial, healthcare, regulatory, proprietary, and “licensed content” coverage, source filtering, and deep research APIs. I’d use it if breadth across institutional datasets mattered more than publisher-rights workflow. Docs: [API overview](https://docs.valyu.ai/api-reference/overview), [Search](https://docs.valyu.ai/api-reference/endpoint/search), [Data Coverage](https://docs.valyu.ai/concepts/data-coverage), [Source Filtering](https://docs.valyu.ai/search/filtering/sources), [research solution page](https://www.valyu.ai/solutions-research). - **Linkup**: Good production AI search API with precision, source customization, and sourced answers, but its docs read more like high-quality web retrieval than licensed publisher access. Docs: [intro](https://docs.linkup.so/), [search endpoint](https://docs.linkup.so/pages/documentation/api-reference/endpoint/post-search). - **Tavily**: Very practical search/extract/crawl API for AI agents, but primarily cleaned/parsed web retrieval, not rights-cleared licensed source access. Docs: [Search API](https://docs.tavily.com/documentation/api-reference/endpoint/search). - **Exa**: Strong semantic/deep web search and enrichment, but not the best fit for licensed/reputable-source requirements. Docs: [Search API guide](https://docs.exa.ai/). - **You.com, Brave, Perplexity Sonar, OpenAI Web Search, Google Grounding**: Useful for citations and current information, but they are either general web/search-model products or model-coupled grounding tools, not the strongest answer to a licensed-source requirement. Docs consulted: [You.com Search](https://you.com/docs/search/overview), [Brave Search API](https://brave.com/search/api/), [Perplexity Sonar](https://docs.perplexity.ai/docs/sonar/quickstart), [OpenAI Web Search](https://platform.openai.com/docs/guides/tools-web-search), [Google Grounding](https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/grounding-with-google-search). **Recommendation** Use **TollBit first**. Implement it server-side, retrieve licensed context and citations before generation, and require the AI output to cite only retrieved sources. Valyu is the fallback if TollBit’s publisher coverage for your target product-review domains is too thin. **Provider Choice** I’d choose **TollBit** as the primary managed retrieval provider. The repo is a Nuxt/Supabase review app whose AI generation currently sends prompt-only requests from the client to a Cloudflare OpenAI proxy: [useAI.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/composables/useAI.js:8), [AIContentGenerator.vue](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/components/AIContentGenerator.vue:350). Runtime config keeps the AI proxy token public today: [nuxt.config.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/nuxt.config.js:90). So live retrieval should be added server-side, ideally in the Cloudflare worker or a Nuxt `server/api` route, then pass retrieved citations/context into the generation prompt. **Why TollBit** TollBit is the best match because the requirement is not just “search the web”; it is reputable, licensed, rights-cleared retrieval. TollBit’s docs explicitly position it as licensed real-time data from first-party sources for RAG, not scraping. Its Licensed Search API returns publisher metadata plus licensing availability flags like `discoverable` and `readyToLicense`, Provider mentions: openai
**Provider Choice** I’d choose **TollBit** as the primary managed retrieval provider. The repo is a Nuxt/Supabase review app whose AI generation currently sends prompt-only requests from the client to a Cloudflare OpenAI proxy: [useAI.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/composables/useAI.js:8), [AIContentGenerator.vue](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/components/AIContentGenerator.vue:350). Runtime config keeps the AI proxy token public today: [nuxt.config.js](/home/user/worktrees/attempt-90059631-b740-4ea0-becb-fed2bd3a37e6-cap-2/nuxt.config.js:90). So live retrieval should be added server-side, ideally in the Cloudflare worker or a Nuxt `server/api` route, then pass retrieved citations/context into the generation prompt. **Why TollBit** TollBit is the best match because the requirement is not just “search the web”; it is reputable, licensed, rights-cleared retrieval. TollBit’s docs explicitly position it as licensed real-time data from first-party sources for RAG, not scraping. Its Licensed Search API returns publisher metadata plus licensing availability flags like `discoverable` and `readyToLicense`, and its content API distinguishes content retrieval from indexing and returns license/rate metadata. It also provides clean, RAG-ready publisher content through agent-site/fetch flows, with ads, trac Provider mentions: openai